We first introduce key concepts required for the upcoming discussion of causality-driven methods in medical image analysis. In SCM we are discussing the concepts of Structural Causal Models and their parametrization as Directed Acyclical Graphs as introduced by J. Pearl [1]}. In PotentialOutcomes Theory we are defining the notions behind Rubin's Potential Outcomes framework.
